Fast Reinforcement Learning with Large Action Sets using Error-Correcting Output Codes for MDP Factorization

Gabriel Dulac-Arnold, Ludovic Denoyer, Philippe Preux +1

The use of Reinforcement Learning in real-world scenarios is strongly limited by issues of scale. Most RL learning algorithms are unable to deal with problems composed of hundreds…